On this page15 sections
- The definition, in employers’ words
- Where the role came from
- What a week looks like
- How success is measured
- AI forward deployed engineers
- The titles employers use
- How many roles exist
- Travel
- Pay
- FDE vs nearby roles
- How to get hired
- Go deeper: the questions that come next
- What this guide cannot do, and what Pro adds
- Questions people ask
- Keep reading
You keep seeing the title on job boards, often at companies you would love to work for, and the description reads half like software engineering and half like consulting. Before you rewrite your resume or spend a weekend on prep, you want to know which half is the job.
Here is the short answer. A forward deployed engineer (FDE) is a software engineer who works inside one customer’s problem, on the customer’s site or alongside its team, and ships production software there: integrations, data pipelines, applications and, at AI companies, agents and evaluations. The customer’s outcome sets the scope, not a product component. Palantir, which says it pioneered the position, calls it the , calls its holders “Deltas”, and sums up their focus as “one customer, many capabilities”. Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job postingSource 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 3A Day in the Life of a Palantir Forward Deployed Software EngineerPublisherPalantir BlogSource typecompany blog
The job in one minute:
- What it is: an engineer whose scope is one customer’s outcome, and who builds the software that gets it there, rather than advising someone else who will.
- The two kinds: AI labs and AI product companies hire FDEs to build agents and evaluations on their models; enterprise software and data companies hire them to deploy their platform for a customer and integrate the customer’s data into it. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 5Forward Deployed Engineer, Agentic PlatformPublisherCohere (Ashby job board)Source typecompany job postingSource 6Palantir Technologies - Deployment Strategist (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting
- Travel: in the postings this guide quotes, it ranges from once every 4-8 weeks on Databricks’ AI FDE postings to 70-90% of the time on Palantir’s NATO FDSE posting in London. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 8AI Forward Deployed Engineer - LondonPublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 9Forward Deployed Software Engineer - NATO (London)PublisherPalantir TechnologiesSource typecompany job postingSource 10Forward Deployed Software Engineer - UK Government (London)PublisherPalantir TechnologiesSource typecompany job posting
- How you get hired: by passing as an engineer and being someone a customer would trust, which the last part of this guide turns into a plan.
The definition, in employers’ words
Every employer words the job a little differently, and the exact line matters when you tailor an answer to one company. These are the definitions employers publish on their postings and blogs:
- Palantir says Deltas deploy its software platforms to customers, sit in Business Development, and have a mandate to achieve technical outcomes for customers. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog In a Q&A on Palantir’s 2020 blog, an FDSE named Brian described the role as a software engineer who embeds directly with customers to configure Palantir’s existing platforms to solve their toughest problems. Source 3A Day in the Life of a Palantir Forward Deployed Software EngineerPublisherPalantir BlogSource typecompany blog
- OpenAI’s San Francisco FDE posting says the team works with customers to turn research breakthroughs into production systems, and that FDEs own discovery, technical scoping, system design, build and production rollout. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting
- Anthropic’s FDE postings put the role on its Applied AI team, embedded with its most strategic customers to build production applications with Claude, including servers, sub-agents and skills. Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job posting
- Google Cloud’s GenAI FDE postings describe an embedded builder who codes, debugs and jointly ships agentic solutions inside the customer’s environment, as opposed to a traditional advisory role. Source 12Forward Deployed Engineer IV, GenAI, Google Cloud — Google CareersPublisherGoogleSource typecompany job posting
Read side by side, the definitions have the same shape: an engineer, placed on one customer’s problem, who builds software that reaches production. None of them stops at advice: each ends in software the engineer builds or deploys.
The FDE meaning, in one answer you can say out loud
A recruiter may open with “What do you think this role is?” A vague answer suggests you have not worked out whether the job is to build or to advise. Here is a version built from the definitions above. Change the middle sentence to a line from the posting in front of you:
“An FDE is a software engineer whose scope is one customer’s problem rather than one part of the product. Your posting says the FDE owns everything from discovery to production rollout, so I read that as: I scope it, I build it in their environment, and I’m the person they call when the rollout breaks. It’s judged on whether the customer’s work actually changes, and what I learn in the field goes back to the product team.”
What the job is not
- Not a consultant. Palantir calls it a common misconception that a Delta is a consultant; a Delta quoted on its blog says consultants typically produce a one-time analysis, whereas Deltas build a long-term solution with the customer. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog
- Not an advisory architect. The Pragmatic Engineer reported, in August 2025, drawing on input from OpenAI’s Colin Jarvis, that OpenAI’s FDEs write code directly on customer infrastructure using customer tooling, while its solutions architects are more advisory. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report
- Not one fixed job. At AI Engineer World’s Fair 2026, Sierra’s Head of Agent Engineering, Natalie Meurer, said every forward deployed engineer is accountable to the customer, whether the work is DevOps, enablement, custom solutions or data integration. Source 14The Dirty Secret of Forward Deployed Engineering (Natalie Meurer, Head of Agent Engineering, Sierra; AI Engineer World's Fair 2026)PublisherAI EngineerSource typerecorded talk or interview
Kevin Bai, of Anthropic’s applied AI team, gave the shortest version at the same AI Engineer World’s Fair 2026, speaking generally rather than about Anthropic’s hiring: someone you would hire as a software engineer and would also trust in front of a customer. Source 15Forward Deployed Engineering 101 (Kevin Bai, Member of Technical Staff, Anthropic; AI Engineer World's Fair 2026)PublisherAI EngineerSource typerecorded talk or interview
Two kinds of FDE job
The title covers two kinds of employer, and the deliverable differs between them:
| Employer | What the FDE builds |
|---|---|
| AI labs and AI product companies, such as OpenAI, Anthropic and Cohere | Agents, tool integrations and evaluations, built on the employer’s models inside the customer’s systems Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 5Forward Deployed Engineer, Agentic PlatformPublisherCohere (Ashby job board)Source typecompany job postingSource 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job postingSource 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job posting |
| Enterprise software and data companies, such as Palantir, Databricks and MongoDB | Data integration and applications on the employer’s platform, deployed for one customer Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 6Palantir Technologies - Deployment Strategist (New York, NY)PublisherPalantir (Lever job board)Source typecompany job postingSource 17Sr. Forward Deployed EngineerPublisherDatabricks (Greenhouse-hosted careers page)Source typecompany job postingSource 18Forward Deployed Engineer, Industry Solutions (Toronto)PublisherMongoDB CareersSource typecompany job posting |
The line is not always clean. Databricks posts both a Sr. Forward Deployed Engineer role, whose FDEs are billable, and an AI FDE role on a customer-facing AI team. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 17Sr. Forward Deployed EngineerPublisherDatabricks (Greenhouse-hosted careers page)Source typecompany job posting Both are FDE jobs, and both are covered here. The two illustrative weeks further down show one week of each kind, and the section on AI forward deployed engineers goes deeper on the AI kind.
Within either kind, the fastest way to tell what you would build is to read the verbs next to the product name. “Deploy”, “configure” or “implement” point to platform work; “bespoke”, “custom” or “in the customer’s environment” point to a build. The lesson What forward deployed engineers do turns that into a test you can run on any posting. Then read the skills list, because some enterprise postings get specific about backend work: MongoDB’s Industry Solutions FDE postings ask for experience migrating production workloads with dual-write or change data capture (CDC) patterns. Source 18Forward Deployed Engineer, Industry Solutions (Toronto)PublisherMongoDB CareersSource typecompany job posting
If you would rather learn all of this as a course, Module 0, The FDE role, decoded covers the same ground. The whole module is free.
Where the role came from
The role as employers use it today traces to Palantir, which says it pioneered the position. Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting Palantir’s blog said in April 2019 that Software Engineers and Forward Deployed Software Engineers were its biggest engineering roles by headcount, called “Devs” and “Deltas” internally. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog It draws the difference in two phrases: a Dev’s focus is “one capability, many customers”, and a Delta’s is “one customer, many capabilities”. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 3A Day in the Life of a Palantir Forward Deployed Software EngineerPublisherPalantir BlogSource typecompany blog
That pair of phrases is the most useful thing in this guide to remember. In our reading, it means your week is set by the customer’s problem: a data integration, a permissions fix and a platform bug can all be yours at once, and nobody hands you a ticket that says which one matters most.
Palantir Delta, and Echo
The name “Delta” comes from Palantir’s early days, when each Business Development team was named after a letter of the NATO alphabet. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog A Palantir blog post from October 2025 says forward deployed engineers were originally called “Echos” and “Deltas”, roughly the engineers better at talking to humans and the engineers better at talking to machines. Source 19Beyond Founder Mode: Mission Mode (Palantir Blog)PublisherPalantir BlogSource typecompany blog The labels survive: as of September 2026, Palantir’s New York posting is filed under the team label “Echo” and its FDSE posting under “Delta”. Source 6Palantir Technologies - Deployment Strategist (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting So “Palantir Delta” means the FDSE, and the Echo label now sits on the Deployment Strategist, the FDE’s non-engineering partner. The term is older than the recent wave of postings: a Science news article from July 2009 called two Palantir staff “forward-deployed engineers”, the earliest dated use we found. Source 20Counterterrorism's New Tool: 'Metanetwork' Analysis (Science, Vol 325, John Bohannon)PublisherScience (AAAS), copy hosted by Northwestern KelloggSource typenews report
How it spread
The short version: the largest AI and cloud companies have started building whole FDE organizations. It began with small teams. The Pragmatic Engineer reported, in August 2025, that Colin Jarvis proposed OpenAI’s FDE team at the start of that year, that it began with two FDEs, and that it had grown to more than 10. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report In a November 2025 Altimeter Capital interview, Jarvis said the team was then at 39 people. Source 21Colin Jarvis | Head of Forward Deployed Engineering at OpenAI: Trust. Product. Impact.PublisherAltimeter Capital (YouTube)Source typerecorded talk or interview Salesforce’s newsroom said, in March 2026, that Salesforce had tripled its FDE team in six months. Source 22How Forward Deployed Engineers Are Proving AI Makes Tech Jobs More HumanPublisherSalesforceSource typecompany blog
Then the largest companies built whole organizations around the model:
- OpenAI launched the OpenAI Deployment Company in May 2026 to embed Forward Deployed Engineers in organizations, with more than $4 billion of initial investment and majority ownership and control by OpenAI, and agreed to acquire Tomoro, bringing about 150 FDEs and Deployment Specialists. Source 23OpenAI launches the OpenAI Deployment Company to help businesses build around intelligencePublisherOpenAISource typecompany blog
- Anthropic announced a new AI services company with Blackstone, Hellman & Friedman and Goldman Sachs in May 2026, in which its “Applied AI engineers” work alongside the firm’s engineers; the announcement does not use the term forward deployed engineer. Source 24Building a new enterprise AI services company with Blackstone, Hellman & Friedman, and Goldman SachsPublisherAnthropicSource typecompany blog
- AWS announced, in June 2026, a dedicated AWS Forward Deployed Engineering organization backed by a $1 billion investment, designed so that customers are self-sufficient when a deployment ends. Source 25AWS invests $1 billion to embed AI forward deployed engineers with customersPublisherAmazon (About Amazon)Source typecompany blogSource 26AWS puts $1 billion into new AI unit to embed engineers with customers, joining growing wavePublisherCNBCSource typenews report
- CNBC reported, in July 2026, that Microsoft is investing $2.5 billion in Microsoft Frontier Co., which will embed 6,000 employees with clients and will include existing Microsoft FDEs, technical consultants, support staff and salespeople. Source 27Microsoft commits $2.5 billion and 6,000 employees to new AI implementation unitPublisherCNBCSource typenews report
CNBC also reported, in June 2026, that Palantir coined the term more than a decade ago and that software vendors have revived it. Source 26AWS puts $1 billion into new AI unit to embed engineers with customers, joining growing wavePublisherCNBCSource typenews report The lesson Why the role spread when it did walks through the reasons in more depth.
What this means for your search: add these new units to your list, and search by duties as well as title. The Anthropic venture shows why: its announcement says “Applied AI engineers”, so a search for the FDE title alone would miss it. Source 24Building a new enterprise AI services company with Blackstone, Hellman & Friedman, and Goldman SachsPublisherAnthropicSource typecompany blog
What a week looks like
No employer publishes a measured typical FDE week. What exists are individual accounts, and they agree on one thing: the mix changes with the phase of the project.
- Dyon, a Delta in Abu Dhabi quoted on Palantir’s 2019 blog, said most weeks included a couple of days at the customer’s premises, split between stakeholder meetings and monitoring, debugging, deploying or configuring the software. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog G.M., a Delta in São Paulo, said some weeks went mostly to developing and reviewing code and others mostly to scoping with a client or working with users. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog
- Het Trivedi, a Baseten FDE, wrote on the company blog that over time his work split roughly 75% software engineering and model optimization, 15% technical consulting and solution design, and 10% customer relationship management. Source 28What I learned as a forward-deployed engineer working at an AI startupPublisherBasetenSource typecompany blog
- According to OpenAI’s Head of FDE, as reported by The Pragmatic Engineer, OpenAI’s customer projects run in three phases: early scoping with a couple of days on site, validation against agreed criteria including evals, and delivery on site a few days a week. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report
- The Engineering Leadership newsletter reported, in August 2026, that OpenAI generally tells new FDE joiners to expect around 50% of their time on customer sites, and that Jarvis said this varies by project, with some people in the UAE and Japan on site around 80% of the time. Source 29Inside OpenAI's Forward Deployed Engineer RolePublisherEngineering Leadership (Gregor Ojstersek)Source typenews report
Jarvis also told The Pragmatic Engineer, in August 2025, that what customers describe in scoping often does not match the data and system reality, so his team biases toward moving fast and re-scoping to the most useful thing it can do. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report That sentence explains more about the job than any time split.
An illustrative week, AI version
This is our composite, invented to show the rhythm. It is not a measured week. Picture an FDE placed with a regional insurer that wants an assistant to route incoming claims:
- Monday, on site. The head of claims says every claim arrives by email. You sit with the adjusters and learn that the urgent claims arrive through a broker portal nobody mentioned.
- Tuesday. You ask for read access to the portal’s database. IT says it needs a security review. You write the one-page request that afternoon, naming exactly which tables you need and why.
- Wednesday. While you wait, you ship the email path end to end to a handful of adjusters: ingestion, a routing model, and a button that says “wrong queue”. It is thin, but it runs on their data.
- Thursday. The “wrong queue” clicks show the router sending burst-pipe claims to the flood queue and storm-drain claims to escape of water, because both say “water”. You add those claims to your evaluation set, change the prompt, and replay last week’s real claims to check that the misroutes drop and nothing else breaks.
- Friday, remote. You write the weekly update for the customer’s sponsor, and a separate note to your product team: the platform has no connector for this broker portal, and the next insurer will need one too.
Discovery, build, evaluation, stakeholder writing and product feedback all happened in one week, not in sequence. The question What would your first month look like? makes you plan that loop out loud: its framework is free, and its model answer is in Pro. In Pro, the lesson on the walking skeleton turns the thin first version into a method.
The same week, enterprise version
Another composite, for the other kind of FDE job. Picture an FDE placed with a manufacturer whose maintenance planners want one screen of overdue work orders per plant:
- Monday, on site. The planners say the ERP has everything. You ask each of them to show you how they find overdue work today, and learn that the Derby planner keeps a spreadsheet of her own.
- Tuesday. You pull the work orders and the asset register into the platform and join them, and the Derby plant’s work orders all vanish from the join.
Here is the check that catches it. Before you trust a join, count what did not match, per source:
-- How many work orders per plant found no asset?
SELECT w.plant,
COUNT(*) AS work_orders,
SUM(CASE WHEN a.asset_id IS NULL THEN 1 ELSE 0 END) AS unmatched
FROM work_orders w
LEFT JOIN assets a ON CAST(a.asset_id AS TEXT) = w.asset_ref
GROUP BY w.plant;
plant work_orders unmatched
Derby 3 3
Leeds 2 0
Every Derby row is unmatched and every Leeds row matches, so the problem is how Derby writes the key, not missing assets. Leeds writes an asset reference as 42; Derby writes it as P02-00042. Strip the prefix and compare numbers:
-- SQLite. In Postgres 14 or later: CAST(split_part(w.asset_ref, '-', -1) AS INTEGER)
LEFT JOIN assets a
ON a.asset_id = CAST(SUBSTR(w.asset_ref, INSTR(w.asset_ref, '-') + 1) AS INTEGER)
Rerun the count and Derby drops to zero unmatched.
- Wednesday. You ask the Derby planner why the references look different, and learn that the prefix is Derby’s plant code, added because Derby’s system was set up separately, and that the number after it is the same company-wide asset number Leeds uses. You write that down as a rule the pipeline enforces, not a one-off fix.
- Thursday. The screen ships to the Leeds and Derby planners, and you watch which columns they sort by.
- Friday, remote. A note to your product team: the connector should normalize plant-prefixed keys, because the next manufacturer will have them too.
This is the enterprise row of the table above, the one with Palantir, Databricks and MongoDB in it: one customer’s data, integrated on the employer’s platform, with an application on top. The sentence to say when an interviewer asks how you know a pipeline is right: “Before I show anyone a number, I count what failed to join, split by source, because a silent join failure looks exactly like a quiet week.” To practice this side of the job, fix a join whose fan-out inflates revenue and design a platform that unifies a retailer’s data sources. Both are free, model answers included.
How success is measured
Employers state what they measure, and none of them names a product metric like velocity or story points:
- Palantir: impact on the customer’s goal. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blog
- OpenAI: production adoption, measurable workflow impact, and eval-driven feedback that changes product and model roadmaps. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting
- Salesforce: its newsroom describes FDEs in general as aligning to a customer’s business outcomes and staying accountable until those outcomes are met. Source 22How Forward Deployed Engineers Are Proving AI Makes Tech Jobs More HumanPublisherSalesforceSource typecompany blog
- Microsoft: the posting for its Windows Platform and Developers FDE team says, “We are measured on adoption. Not revenue, not renewals, not tickets closed.” Source 30Microsoft Careers: Senior Forward Deployed Engineer (WPD)PublisherMicrosoftSource typecompany job posting
- Cursor: its FDE leadership postings say the measure of success is what is different at day 30, not what got shipped. Source 31Regional Director, Forward Deployed EngineeringPublisherCursor (Ashby job board)Source typecompany job postingSource 32RVP, Forward Deployed Engineering - EMEAPublisherCursor (Ashby job board)Source typecompany job posting
- AWS: its FDE organization is designed so that customers are self-sufficient when a deployment ends. Source 25AWS invests $1 billion to embed AI forward deployed engineers with customersPublisherAmazon (About Amazon)Source typecompany blogSource 26AWS puts $1 billion into new AI unit to embed engineers with customers, joining growing wavePublisherCNBCSource typenews report
- Palantir’s S-1 lists its forward deployed engineers’ ability to help customers find new use cases among the factors that decide whether customers expand their deployments. Source 33Palantir Technologies Inc. Form S-1 (2020)PublisherU.S. SEC EDGAR (Palantir filing)Source typecompany SEC filing
OpenAI’s Colin Jarvis said on a South Park Commons panel, in May 2026, that the relentless pursuit of value is what makes a good forward deployed engineer. Source 34The Future of Forward Deployed Engineering | OpenAI, Ramp, Nominal, DatalandPublisherSouth Park Commons (YouTube)Source typerecorded talk or interview He named the matching failure too: people who come to love the form of what they built more than its function, where the best FDEs will tear a solution up and build something different when users do not use it. Source 34The Future of Forward Deployed Engineering | OpenAI, Ramp, Nominal, DatalandPublisherSouth Park Commons (YouTube)Source typerecorded talk or interview
Quota, and where FDEs sit relative to sales
In Bloomberry’s analysis of 1,000 FDE job postings, 0% were quota-carrying roles and 8% mentioned . Source 35What I learned analyzing 1K forward deployed engineer jobsPublisherBloomberrySource typeindependent analysis The setups still differ. Okta posts its Principal FDE pay as an OTE range that includes incentive compensation. Source 36Principal Forward Deployed Engineer - Okta for AI AgentsPublisherOkta (Greenhouse)Source typecompany job posting Baseten states that FDE at Baseten is not a sales function. Source 37Engineering Manager, Forward Deployed Engineering (LLM) @ BasetenPublisherBaseten (Ashby)Source typecompany job posting Jarvis said on the same May 2026 panel that OpenAI’s FDE unit is a business unit separate from solutions engineering (pre-sales) and solutions architecture (post-sales), that it works only about 10 engagements at a time, and that it has to say no more often than yes. Source 34The Future of Forward Deployed Engineering | OpenAI, Ramp, Nominal, DatalandPublisherSouth Park Commons (YouTube)Source typerecorded talk or interview Read that as a hint about the job: at OpenAI, at least, the FDE team chooses its engagements, so it helps to show in an interview that you can tell a problem worth an engineer’s months from one the product or a partner should handle.
What this changes in your interview answers
End your stories on the customer’s outcome, not on the fact that you shipped. Compare:
- Weak: “I built a document-extraction pipeline for a logistics customer.”
- Strong: “I built the extraction pipeline, the customer’s billing team stopped keying invoices by hand, and the one field it kept missing became a feature request our product team shipped for everyone.”
The second answer maps onto what OpenAI says it measures: adoption, workflow impact and feedback that changes the roadmap. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting
The other pattern to show is re-scoping. Jarvis described it to The Pragmatic Engineer and on the South Park Commons panel: re-scope when what the customer described does not match the data, and tear up a solution that users do not use. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews reportSource 34The Future of Forward Deployed Engineering | OpenAI, Ramp, Nominal, DatalandPublisherSouth Park Commons (YouTube)Source typerecorded talk or interview Show that you did both:
- Weak: “The spec asked for a dashboard, so I built the dashboard.”
- Strong: “By the third day the data showed the dashboard’s numbers could not be trusted. I told the sponsor that afternoon, re-scoped to the weekly report the planners already used, and when they ignored my first cut of it, I rebuilt it around the column they actually read.”
Practice the outcome ending on a project you owned end to end and re-scoping on a decision you got wrong and reversed. Both are free, model answers included. In Pro, go on to the customer outcome you are proudest of and leaving a customer able to run what you built.
AI forward deployed engineers
An AI forward deployed engineer is an FDE whose deliverable runs on large language models: agents, retrieval systems, evaluations and tool integrations, built inside a customer’s systems. Some employers put “AI” in the title; others put it only in the job description. Here is what the AI labs and data platforms post:
- OpenAI describes FDEs as leading end-to-end deployments of frontier models in production with its most strategic customers. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job postingSource 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job posting Its FDE postings ask for experience building or deploying LLM-powered systems. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job postingSource 38Forward Deployed Engineer (FDE) - Seattle (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job posting In its February 2026 announcement of the Frontier enterprise agent platform, OpenAI said it pairs FDEs with customer teams to build and run agents in production, and that FDEs give teams a direct connection to OpenAI Research. Source 39Introducing OpenAI Frontier | OpenAIPublisherOpenAISource typecompany blog
- Anthropic’s FDEs build production applications with Claude inside customer systems and deliver MCP servers, sub-agents and agent skills. Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job posting Its postings describe the hires as “founding FDEs” who help shape its forward-deployed motion. Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job posting
- Databricks posts “AI Engineer – Forward Deployed Engineering (AI FDE)”. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job posting It describes the AI FDE team as a customer-facing AI team that delivers professional services engagements to build and productionize first-of-its-kind AI applications. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job posting The postings ask for experience building GenAI applications with , multi-agent systems, Text2SQL and fine-tuning. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job posting
- Cohere’s Agentic Platform FDEs turn ambiguous customer business problems into agentic workflows with clear success criteria, and the posting asks for the ability to build evaluation frameworks for agent accuracy, safety and latency. Source 5Forward Deployed Engineer, Agentic PlatformPublisherCohere (Ashby job board)Source typecompany job posting
- Google Cloud uses leveled titles such as “Forward Deployed Engineer III, Generative AI, Google Cloud”. Source 12Forward Deployed Engineer IV, GenAI, Google Cloud — Google CareersPublisherGoogleSource typecompany job postingSource 40Forward Deployed Engineer III, Generative AI, Google Cloud — Google CareersPublisherGoogleSource typecompany job posting
- Palantir posts a “Forward Deployed AI Engineer” role that owns Gen AI strategy and implementation with customers. Source 41Forward Deployed AI Engineer (New York, NY) - Palantir on LeverPublisherPalantir Technologies (Lever)Source typecompany job posting
What is different about the AI version
Three things stand out in these postings, in our reading:
- Evaluation is part of the deliverable. OpenAI measures FDEs partly on eval-driven feedback. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting A Cohere FDE wrote that its FDEs help customers build test suites so internal teams can check the system still behaves as expected when model versions, integrations and configurations change. Source 42FDEs: Building Capacity, Not DependencyPublisherCohereSource typecompany blog
- The FDE can reach into the product. The same Cohere post says that when a customer needs something the product does not fully support, Cohere FDEs can inspect or modify the underlying code and work with core engineering on a fix that generalizes across customers. Source 42FDEs: Building Capacity, Not DependencyPublisherCohereSource typecompany blog
- The field feeds the research. OpenAI says its FDEs give customer teams a direct connection to OpenAI Research. Source 39Introducing OpenAI Frontier | OpenAIPublisherOpenAISource typecompany blog
The first point is the one to be able to show in code. Here is Thursday of the insurer week as a replay check: last week’s claims, each with the label the adjuster confirmed and the label the router chose, and a count of which labels get confused with which.
from collections import Counter
# Last week's claims: (text, label the adjuster confirmed, label the router chose)
replay = [
("Burst pipe under the kitchen sink", "escape_of_water", "flood"),
("River came over the bank into the ground floor", "flood", "flood"),
("Storm drain backed up into the garage", "flood", "escape_of_water"),
("Washing machine hose split overnight", "escape_of_water", "escape_of_water"),
("Hail cracked roof tiles", "storm", "storm"),
("Radiator valve leaking through the ceiling", "escape_of_water", "flood"),
]
right = sum(want == got for _, want, got in replay)
print(f"routed correctly: {right}/{len(replay)}")
confusions = Counter((want, got) for _, want, got in replay if want != got)
for (want, got), n in confusions.most_common():
print(f" {want} sent to {got}: {n}")
routed correctly: 3/6
escape_of_water sent to flood: 2
flood sent to escape_of_water: 1
The confusion count tells you which way the router is wrong, which an accuracy figure alone hides. Keep the replay set, rerun it after every prompt or model change, and add each new “wrong queue” click to it. The sentence to say to the customer’s sponsor, or to an interviewer: “Before I ship a prompt change, I rerun last week’s real claims against it, so I can show you the fix did not break flood routing.”
What to be ready to show for an AI FDE role
- An agent or retrieval system you built that real users touched, and what broke first
- How you measured quality: a , a , or an LLM judge you checked against people
- A time you explained a model’s limits to someone non-technical
- How you handled latency, cost or a risk in production
If any line is thin, work through designing an evaluation harness for a support agent and explaining why an assistant cannot be right every time.
The titles employers use
The job hides under many titles, so a search for one of them misses much of the market. The pattern to listen for in the table below: most of its titles contain “deployed” or “deployment”, Sierra’s names the agent instead, and Deployment Strategist is the FDE’s non-engineering partner, not an engineering title. These are the titles you will meet in current postings:
| Title | Where you will see it |
|---|---|
| Forward Deployed Software Engineer (FDSE) | Palantir Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting |
| Forward Deployed Engineer | OpenAI, Anthropic, Databricks, Cohere, Salesforce, Google Cloud (with levels) Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 5Forward Deployed Engineer, Agentic PlatformPublisherCohere (Ashby job board)Source typecompany job postingSource 12Forward Deployed Engineer IV, GenAI, Google Cloud — Google CareersPublisherGoogleSource typecompany job postingSource 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 17Sr. Forward Deployed EngineerPublisherDatabricks (Greenhouse-hosted careers page)Source typecompany job postingSource 40Forward Deployed Engineer III, Generative AI, Google Cloud — Google CareersPublisherGoogleSource typecompany job postingSource 43Forward Deployed EngineerPublisherSalesforce (Workday careers)Source typecompany job posting |
| Forward Deployed Software Engineer (FDSWE) | OpenAI, as a separate title from its FDE Source 44Forward Deployed Software Engineer - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 45Forward Deployed Software Engineer - NYC (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job posting |
| AI FDE, or Forward Deployed AI Engineer | Databricks and Palantir Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 41Forward Deployed AI Engineer (New York, NY) - Palantir on LeverPublisherPalantir Technologies (Lever)Source typecompany job posting |
| Software Engineer, Forward Deployed | Ramp Source 46Software Engineer, Forward DeployedPublisherRamp (Ashby job board)Source typecompany job posting |
| Deployed Engineer | Cognition and LangChain Source 47Deployed EngineerPublisherCognition (Ashby job board)Source typecompany job postingSource 48Deployed Engineer (Bay Area)PublisherLangChain (Ashby job board)Source typecompany job posting |
| Agent Deployment Engineer | Decagon Source 49Agent Deployment EngineerPublisherDecagon (Ashby job board)Source typecompany job posting |
| Software Engineer, Agent | Sierra Source 50Software Engineer, AgentPublisherSierra (Ashby job board)Source typecompany job postingSource 51Meet the AI agent engineerPublisherSierra blogSource typecompany blog |
| Deployment Strategist | Palantir, Databricks and Salesforce: the FDE’s partner, not an engineering title Source 6Palantir Technologies - Deployment Strategist (New York, NY)PublisherPalantir (Lever job board)Source typecompany job postingSource 52Sr. Deployment Strategist, FDE - Financial ServicesPublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 53Deployment Strategist (Mid/Senior Levels)PublisherSalesforce (Workday careers site)Source typecompany job posting |
In our September 2026 count of public postings, 624 titles matched “forward deployed”, 496 matched “deployed engineer”, 101 matched “deployment strategist”, 10 matched “agent deployment engineer” and 126 used the abbreviation “FDE”, and a title can match more than one. Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data So search the abbreviation too: in our September 2026 count, 37 postings were caught only by “FDE” in the title. Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data And search “deployed engineer” on its own, which catches Cognition’s and LangChain’s titles. Source 47Deployed EngineerPublisherCognition (Ashby job board)Source typecompany job postingSource 48Deployed Engineer (Bay Area)PublisherLangChain (Ashby job board)Source typecompany job posting
Titles that are not what they seem
Read the duties, not the title:
- Anduril’s FDE posting says the role is internally called Technical Operations Engineer, and its required qualifications are hands-on field work such as climbing towers to install and repair sensors. Source 55Forward Deployed Engineer, Air Defense (FDE)PublisherAnduril Industries (Greenhouse)Source typecompany job posting
- In our September 2026 read of Accenture’s job board, 66 of its 78 India postings titled “Forward Deployed Engineer” list a ServiceNow module as the must-have skill and describe the job as an “Application Support Engineer”. Source 56Accenture Workday job detail records, India FDE-titled postingsPublisherAccenture (Workday)Source typeour analysis of public dataHow we countedSource 57Forward Deployed Engineer (Pune, ATCI-5421965-S1971273)PublisherAccenture careers (Workday)Source typecompany job posting
- Modal’s Stockholm “Forward Deployed Engineer - Systems” posting describes a sales-facing role, working with Account Executives as the technical voice in the sales process. Source 58Forward Deployed Engineer - Systems @ Modal (Stockholm)PublisherModal (Ashby)Source typecompany job posting
The lessons Who hires FDEs, and under which titles and How to read an FDE job posting line by line turn this into a search list and a reading method.
How many roles exist
Three kinds of source give a number, and each counts something different.
Our count of postings. In our September 2026 count of public postings, 103 employer job boards held 806 live postings whose titles match the FDE patterns, from 92 employers; the most came from Databricks (117), Palantir (110), Salesforce (92), Google (57), ElevenLabs (38), Microsoft (29) and OpenAI (22). Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data Our count treats each posting as a requisition, not a distinct job, and the boards we counted exclude Accenture, Deloitte and other large consultancies. Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data
A staffing firm’s estimate. Plank, a staffing firm that publishes an analysis of the FDE job market, estimates that roles titled exactly “forward deployed engineer” number about 1,000 to 1,400 worldwide after de-duplication. Source 59FDE Job MarketPublisherPlankSource typeindependent analysis It builds that range partly on a job aggregator’s count, so treat it as an estimate, not a census.
Government filings. In H-1B filings certified from October 2024 to September 2025, 70 labor condition applications had “forward deployed” or “forward-deployed” in the job title. Source 60LCA_Disclosure_Data_FY2025_Q3.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this dataSource 61LCA_Disclosure_Data_FY2025_Q1.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this dataSource 62LCA_Disclosure_Data_FY2025_Q2.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this dataSource 63LCA_Disclosure_Data_FY2025_Q4.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this data In filings certified from October 2025 to June 2026, the count was 317. Source 64LCA_Disclosure_Data_FY2026_Q3.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this data These are filings for sponsored workers, not hires, and the second window is shorter than a full year.
Growth figures are everywhere, and they are hard to compare. Bloomberry found that postings titled “forward deployed engineer” from January through October 2025 were up 1,165% on the same months of 2024. Source 35What I learned analyzing 1K forward deployed engineer jobsPublisherBloomberrySource typeindependent analysis Other sources measure other windows, on other job boards, sometimes as index values rather than counts, so do not set one beside another.
Small companies matter too: in Bloomberry’s analysis of 1,000 FDE postings, 58% of FDE roles were at companies with 11 to 200 employees. Source 35What I learned analyzing 1K forward deployed engineer jobsPublisherBloomberrySource typeindependent analysis
What this means for your search: the counts tell you where to look, not what your odds are. Start with the employers that post the most, then add the smaller companies, which a search of the best-known names will miss.
Travel
Travel varies widely, between employers and inside one employer. Here is the range the postings state, from occasional visits to most of the year:
- Databricks AI FDE: willingness to travel once every 4-8 weeks to see customers. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 8AI Forward Deployed Engineer - LondonPublisherDatabricks (careers site / Greenhouse)Source typecompany job posting
- Databricks Sr. FDE: travel to customers 20% of the time. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 52Sr. Deployment Strategist, FDE - Financial ServicesPublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 65Sr. Forward Deployed Engineer (New York City)PublisherDatabricksSource typecompany job posting
- Palantir FDSE, New York: up to 25% to client sites, “flexible based on personal preferences”. Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting
- Anthropic FDE: the US posting estimates travel at 25% depending on location, and the London posting says to travel frequently, 25-50%, to customer sites. Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 66Forward Deployed Engineer (London, UK)PublisherAnthropicSource typecompany job posting
- OpenAI FDE (San Francisco, London) and FDSWE (New York City): “Travel up to 50% is required.” Source 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 44Forward Deployed Software Engineer - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 45Forward Deployed Software Engineer - NYC (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 67Forward Deployed Engineer - London (Spanish-speaking)PublisherOpenAISource typecompany job posting
- Palantir FDSE, NATO (London): travel throughout Europe 70-90% of the time. Source 9Forward Deployed Software Engineer - NATO (London)PublisherPalantir TechnologiesSource typecompany job postingSource 10Forward Deployed Software Engineer - UK Government (London)PublisherPalantir TechnologiesSource typecompany job posting
- Anduril FDE, Air Defense: travel to remote regions for up to two months at a time, up to 80% of the year. Source 55Forward Deployed Engineer, Air Defense (FDE)PublisherAnduril Industries (Greenhouse)Source typecompany job posting
Across the market, in our September 2026 count of public postings, 512 of 806 matching postings mentioned travel and 388 stated a percentage; of those 388, the highest stated figure was 1-25% in 204 and 26-50% in 141. Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data
“Remote” does not mean no travel. In our September 2026 count of public postings, 138 of 806 were remote-eligible, and hybrid was not counted as remote. Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data Glean’s Founding FDE posting is remote and requires 25–50% travel. Source 68Founding Forward Deployed EngineerPublisherGleanSource typecompany job posting
What the travel feels like is harder to pin down. As reported by The Wall Street Journal in March 2026, Hex founder Barry McCardel, a Palantir FDE for about five years, described the job as a lot of time on planes and in three-star hotels. Source 69The Hottest Job in Tech Isn’t Very Glamorous (WSJ, republished)PublisherThe Wall Street Journal via IT Executives CouncilSource typenews report LeadDev quoted, in July 2026, Piotr Kraus, an ex-Palantir FDE who now consults for an FDE advisory firm, as saying that constant travel makes the role susceptible to burnout earlier than other roles. Source 70The rise of the forward-deployed engineer (FDE)PublisherLeadDevSource typenews report No one publishes attrition data for FDEs.
Public-sector roles add a clearance line. Palantir’s US Government FDSE posting in Washington, D.C. requires an active clearance at or above Top Secret, or willingness to obtain one. Source 71Forward Deployed Software Engineer - US Government (Washington, D.C.) - Palantir on LeverPublisherPalantir Technologies (Lever)Source typecompany job posting Salesforce’s Missionforce Associate FDE posting requires an active TS/SCI clearance with polygraph and US citizenship without dual citizenship. Source 72Missionforce - Associate Forward Deployed Engineer (FDE), Public SectorPublisherSalesforce (Workday careers site)Source typecompany job posting
Decide your limit before the recruiter asks. The question This role involves travel. What can you commit to? gives you the words, and the lesson Travel, location and on-site time shows how to read the travel line.
Pay
FDE pay is posted in different forms, so check which form you are reading before you compare two roles. Here are three anchors, each with what its figure covers:
- OpenAI FDE, San Francisco: as of September 2026, a salary range of $185K–$300K, and the posting says total compensation also includes equity and performance-related bonuses for eligible employees. Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting
- Salesforce FDE, US: as of September 2026, a typical base salary range of $88,970–$287,910 a year, base salary only, with a higher range in California, New York and select metro areas. Source 73Forward Deployed Engineer (FDE) (Mid/Senior Level)PublisherSalesforce (Workday careers site)Source typecompany job posting
- Palantir FDSE, New York: as of September 2026, a salary range of $135,000–$200,000 a year, and the posting says total compensation may also include RSUs and a sign-on bonus. Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job posting
Government filings give a wider view. In H-1B filings certified from October 2025 to June 2026, the median offered base wage across 317 filings with “forward deployed” in the job title was $161,637. Source 64LCA_Disclosure_Data_FY2026_Q3.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this data That is the base wage employers offered sponsored workers, not total pay. Some postings state on-target earnings instead: Okta posts its Principal FDE pay as an OTE range that includes incentive compensation. Source 36Principal Forward Deployed Engineer - Okta for AI AgentsPublisherOkta (Greenhouse)Source typecompany job posting
For posted bands by company, what H-1B filings show and how to negotiate, read the forward deployed engineer salary guide. To practice the conversation itself, answer What are your compensation expectations?.
FDE vs nearby roles
The FDE sits between product engineering, pre-sales and delivery, and titles overlap. The point in one sentence, in our reading: the FDE is the only one of these roles that writes production code in the customer’s environment and also feeds what it learns back into the product. This is the short version:
| Role | How it differs from an FDE |
|---|---|
| Software engineer | Owns “one capability, many customers”; the FDE owns “one customer, many capabilities”. Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 3A Day in the Life of a Palantir Forward Deployed Software EngineerPublisherPalantir BlogSource typecompany blog |
| Solutions architect | The Pragmatic Engineer reported that OpenAI’s are more advisory, while its FDEs write code directly on customer infrastructure. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report |
| Sales engineer | The U.S. Bureau of Labor Statistics defines the job as selling products that need technical expertise, usually on salary plus commissions or bonuses. Source 74Sales Engineers - Occupational Outlook HandbookPublisherU.S. Bureau of Labor StatisticsSource typeUS government data |
| Deployment strategist | The FDE’s partner; at Databricks, the “product manager” for the customer’s problem. Source 52Sr. Deployment Strategist, FDE - Financial ServicesPublisherDatabricks (careers site / Greenhouse)Source typecompany job posting |
The Pragmatic Engineer names agent engineer, , and technical delivery engineer as roles close to FDE, and says the difference is that FDEs also contribute to the product their company sells. Source 13What are Forward Deployed Engineers, and why are they so in demand? (Gergely Orosz)PublisherThe Pragmatic EngineerSource typenews report
Each comparison has its own guide: FDE vs software engineer, FDE vs solutions architect and FDE vs sales engineer. The lesson telling the four roles apart covers all of them in one place, and FDE vs AI engineer takes the newest overlap: both roles build with LLMs, but they serve different users.
How to get hired
The interview has its own guide: the forward deployed engineer interview, round by round. Here is what employers say they screen for, and a plan to prepare.
What employers say they look for
- Ramp’s engineering blog names four axes for evaluating FDE candidates: drive and work ethic, engineering fundamentals, customer empathy and great communication. Source 75Forward Deployed EngineeringPublisherRamp Builders (engineering blog)Source typecompany blog
- Ramp’s Director of Engineering, Leo Mehr, said in June 2026 that FDE candidates at Ramp face the same technical bar and must pass the software engineering interview loop. Source 76What is a Forward Deployed Engineer? (FDE Explained) feat. Leo Mehr of Ramp (YouTube auto-generated English captions)PublisherdearCC (Clara Shih), YouTubeSource typerecorded talk or interview
- The Engineering Leadership newsletter reported, in August 2026, that OpenAI wants FDEs who are strong software engineers and also good communicators, able to dig into the actual problem and explain the solution to everyone. Source 29Inside OpenAI's Forward Deployed Engineer RolePublisherEngineering Leadership (Gregor Ojstersek)Source typenews report
The pattern is what we call the double bar: pass as an engineer, and be someone a customer trusts. Neither half substitutes for the other. In Pro, the lesson on the double bar shows how to prepare for both halves at once.
If you are early in your career
Experience requirements vary, and a few postings are written for new grads. Palantir’s New Grad posting says new grads are given responsibility from day one rather than a ticket queue. Source 77Forward Deployed Software Engineer, New Grad - Commercial (New York, NY) - Palantir on LeverPublisherPalantir Technologies (Lever)Source typecompany job posting C3 AI posts a “Forward Deployed Engineer, New Grad 2027” role. Source 78Forward Deployed Engineer (Redwood City) | C3 AIPublisherC3 AISource typecompany job postingSource 79Forward Deployed Engineer (Atlanta, Houston) | C3 AIPublisherC3 AISource typecompany job postingSource 80Forward Deployed Engineer | C3 AI (London)PublisherC3 AISource typecompany job postingSource 81Forward Deployed Engineer, Federal | C3 AIPublisherC3 AISource typecompany job posting Databricks’ US AI FDE posting, by contrast, says it is not intended for new-graduate or entry-level applicants. Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job posting
Palantir’s New Grad FDSE application asks you to confirm you want FDSE rather than Software Engineer, so have your reason ready before you apply. Source 82Apply: Forward Deployed Software Engineer, New Grad - Commercial (New York, NY) - Palantir on LeverPublisherPalantir Technologies (Lever)Source typecompany job posting Why forward deployed engineering, and not a software engineering role? helps you build it.
A plan to prepare
This is our method, not a description of how any employer scores you:
- Read three postings you would apply to, line by line. Note the title, where the code runs, the travel line and how pay is stated. The lesson on reading a job posting gives you the checklist.
- Write your “why FDE” answer. Tie your past work to the customer side of the job. Start with Why forward deployed engineering, and not a software engineering role? and the lesson on the bridge story.
- Learn the open-ended round. Palantir, for one, publishes a guide to navigating open-ended questions among its interview competencies. Source 83Getting Hired - Palantir CareersPublisherPalantir TechnologiesSource typecompany hiring page The decomposition interview guide and the lesson the open-ended round and the method on one page teach the method.
- Run a case against a simulated customer. The practice case puts you in front of an AI customer with facts it reveals only when you ask the right questions. It is free once you sign in.
- Drill the rest. The question bank holds 180 questions with model answers; the last section of this guide says which parts are free and what Pro adds.
Go deeper: the questions that come next
This guide is the hub for a set of shorter posts. Each takes one question people ask once they know what the job is.
Living the job
- How much will you really be away? How much do forward deployed engineers travel? goes company by company, turns a travel percentage into days away, and lists the questions to ask before you accept.
- Is it sustainable? Is being a forward deployed engineer stressful? collects what FDEs themselves say about travel, context switching and burnout, and the questions that show whether a team is sustainable.
- Can you do it from home? Remote forward deployed engineer jobs counts the remote-eligible postings and explains what “remote” means when the posting still asks for travel.
- Do you need a clearance? FDE jobs that need a security clearance covers who asks, which level, active versus obtainable, and how to answer the recruiter’s clearance question.
- What happens after you sign? Your first three months as a forward deployed engineer sets out what employers describe for onboarding and a plan that earns a customer’s trust. The same plan answers “what would you do in your first month?”.
The market
- Is the demand real? Is FDE demand real? lines up the growth numbers you keep seeing, with each one’s source, window and unit, and shows why no two can be compared.
- Will the role last? Is the forward deployed model here to stay? sets the investments against the cautions from people who run FDE teams, without a prediction.
- What is OpenAI’s new unit? The OpenAI Deployment Company explains what it is and what it means for where you apply.
- What about the big consultancies? FDE roles at Accenture and Deloitte shows what consulting-firm FDE jobs involve and how to read those postings.
Your way in
- Straight out of school? Can you become a forward deployed engineer as a new grad? lists who hires new grads and what they ask for.
- Startup or big company? FDE at a startup or at a big company compares the job, the interview loop and the offer.
- Already building with LLMs? FDE vs AI engineer shows how to tell the two apart from a posting.
What this guide cannot do, and what Pro adds
This guide tells you what the job is. It cannot tell you whether your answers would hold up in the loop.
Start with What forward deployed engineers do, the first lesson of Module 0, The FDE role, decoded, and do the one task it ends with today. The whole module is free, and each lesson ends with one thing to do that day. When you can explain the job out loud, test it on the free practice case, where an AI customer reveals facts only when you ask the right questions.
Every one of the 180 practice questions shows its framework free, and some show their model answer free too. Pro adds the method lessons this guide pointed to, including the walking skeleton and the double bar, the model answers across the whole question bank, and all 3 practice cases against a simulated customer. It starts with a 7-day free trial. See what Pro includes.
Questions people ask
What does FDE stand for?
FDE stands for forward deployed engineer. Palantir, which says it pioneered the position, uses the longer title Forward Deployed Software Engineer (FDSE) and calls these engineers Deltas internally. OpenAI, Anthropic, Databricks and Google Cloud use the title Forward Deployed Engineer.Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job postingSource 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 12Forward Deployed Engineer IV, GenAI, Google Cloud — Google CareersPublisherGoogleSource typecompany job postingSource 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 17Sr. Forward Deployed EngineerPublisherDatabricks (Greenhouse-hosted careers page)Source typecompany job postingSource 40Forward Deployed Engineer III, Generative AI, Google Cloud — Google CareersPublisherGoogleSource typecompany job posting
What does a forward deployed engineer do?
An FDE works inside one customer’s problem and ships production software there. OpenAI’s San Francisco FDE posting, for example, says its FDEs own discovery, technical scoping, system design, build and production rollout with strategic customers.Source 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job posting
What is a Delta at Palantir?
Delta is Palantir’s internal name for a Forward Deployed Software Engineer; a product Software Engineer is a Dev. Palantir describes a Delta’s focus as one customer, many capabilities, and a Dev’s as one capability, many customers. The name dates from when each Business Development team was named after a letter of the NATO alphabet.Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 3A Day in the Life of a Palantir Forward Deployed Software EngineerPublisherPalantir BlogSource typecompany blog
Is a forward deployed engineer a consultant?
Employers say no. Palantir calls it a common misconception that a Delta is a consultant, because consultants produce a one-time analysis while Deltas build a long-term solution with the customer. Google Cloud’s GenAI FDE postings describe an embedded builder who codes and ships inside the customer’s environment, as opposed to a traditional advisory role.Source 2Dev versus Delta: Demystifying engineering roles at PalantirPublisherPalantir BlogSource typecompany blogSource 12Forward Deployed Engineer IV, GenAI, Google Cloud — Google CareersPublisherGoogleSource typecompany job posting
How much do forward deployed engineers travel?
It depends on the employer, the team and the location. As of September 2026, Databricks’ AI FDE postings ask for travel once every 4-8 weeks, OpenAI’s FDE postings for San Francisco and London, and its Forward Deployed Software Engineer posting for New York City, say travel up to 50% is required, and Palantir’s NATO FDSE role in London asks for travel throughout Europe 70-90% of the time.Source 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 8AI Forward Deployed Engineer - LondonPublisherDatabricks (careers site / Greenhouse)Source typecompany job postingSource 9Forward Deployed Software Engineer - NATO (London)PublisherPalantir TechnologiesSource typecompany job postingSource 10Forward Deployed Software Engineer - UK Government (London)PublisherPalantir TechnologiesSource typecompany job postingSource 16Forward Deployed Engineer (FDE) - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 44Forward Deployed Software Engineer - SF (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 45Forward Deployed Software Engineer - NYC (Ashby)PublisherOpenAI (Ashby job board)Source typecompany job postingSource 67Forward Deployed Engineer - London (Spanish-speaking)PublisherOpenAISource typecompany job posting
Do forward deployed engineers carry a sales quota?
In Bloomberry’s analysis of 1,000 FDE job postings, 0% were quota-carrying roles and 8% mentioned on-target earnings. Pay structures still differ: Okta posts its Principal FDE pay as an OTE range that includes incentive compensation, and Baseten says its FDE team is not a sales function. Read how the posting states pay.Source 35What I learned analyzing 1K forward deployed engineer jobsPublisherBloomberrySource typeindependent analysisSource 36Principal Forward Deployed Engineer - Okta for AI AgentsPublisherOkta (Greenhouse)Source typecompany job postingSource 37Engineering Manager, Forward Deployed Engineering (LLM) @ BasetenPublisherBaseten (Ashby)Source typecompany job posting
What is an AI forward deployed engineer?
An FDE whose deliverable runs on large language models: agents, retrieval systems, evaluations and tool integrations inside a customer’s systems. Databricks posts an AI Engineer, Forward Deployed Engineering (AI FDE) role, and Anthropic’s FDEs build production applications with Claude, including MCP servers, sub-agents and agent skills.Source 4Forward Deployed Engineer (New York City, NY; San Francisco, CA; Seattle, WA)PublisherAnthropic (Greenhouse job board)Source typecompany job postingSource 7AI Engineer – Forward Deployed Engineering (AI FDE)PublisherDatabricks (careers site / Greenhouse)Source typecompany job posting
How many forward deployed engineer jobs are there?
In our September 2026 count of public postings, 103 employer job boards held 806 live postings whose titles match the FDE patterns, from 92 employers. Our count covers one day and counts requisitions on the boards we checked, not the size of the whole market.Source 54Our analysis: FDE posting censusPublisherfdeinterviewprep.com researchSource typeour analysis of public data
How much does a forward deployed engineer make?
It depends on the employer and on what the posted figure covers. As of September 2026, OpenAI’s San Francisco FDE posting gives a salary range of $185K to $300K, with equity and performance-related bonuses for eligible employees on top; Salesforce’s US FDE posting gives a typical base salary range of $88,970 to $287,910, with a higher range in California, New York and select metro areas; and Palantir’s New York FDSE posting gives a salary range of $135,000 to $200,000 a year and says RSUs and a sign-on bonus may be added. In H-1B filings certified from October 2025 to June 2026, the median offered base wage across 317 filings with forward deployed in the job title was $161,637.Source 1Palantir Technologies - Forward Deployed Software Engineer (New York, NY)PublisherPalantir (Lever job board)Source typecompany job postingSource 11Forward Deployed Engineer (FDE) - SFPublisherOpenAI CareersSource typecompany job postingSource 64LCA_Disclosure_Data_FY2026_Q3.xlsx (DOL OFLC LCA disclosure data)PublisherUS Department of Labor, Office of Foreign Labor CertificationSource typeUS Department of Labor filing dataHow we used this dataSource 73Forward Deployed Engineer (FDE) (Mid/Senior Level)PublisherSalesforce (Workday careers site)Source typecompany job posting
Keep reading
Guides
Lessons
Questions
- Why forward deployed engineering, and not a software engineering role?
- This role involves travel to customer sites. What can you commit to, and what would make it unworkable?
- If you joined and were placed with a new customer next week, what would your first month look like?
- What is the customer outcome you are proudest of, and what part of it was specifically you?